One-Bit Over-the-Air Aggregation for Communication-Efficient Federated Edge Learning: Design and Convergence Analysis

Author:

Zhu GuangxuORCID,Du YuqingORCID,Gunduz DenizORCID,Huang KaibinORCID

Funder

National Natural Science Foundation of China

National Key Research and Development Program of China

Guangdong Province Key Area Research and Development Program

Shenzhen Peacock Plan

European Research Council (ERC) through the Starting Grant BEACON

U.K. EPSRC

Guangdong Basic and Applied Basic Research Foundation

Hong Kong Research Grants Council

Innovation and Technology Fund

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Applied Mathematics,Electrical and Electronic Engineering,Computer Science Applications

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1. Over‐the‐Air Computation;Next Generation Multiple Access;2024-01-19

2. Analog Product Coding for Over-the-Air Aggregation Over Burst-Sparse Interference Multiple-Access Channels;IEEE Transactions on Signal Processing;2024

3. Exploring Representativity in Device Scheduling for Wireless Federated Learning;IEEE Transactions on Wireless Communications;2024-01

4. Federated Learning Under a Digital Communication Model;IEEE Open Journal of Signal Processing;2024

5. Recurrent neural network and federated learning based channel estimation approach in mmWave massive MIMO systems;Transactions on Emerging Telecommunications Technologies;2023-12-28

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